{"id":985,"date":"2023-07-28T02:15:25","date_gmt":"2023-07-28T02:15:25","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d9%83%d9%88%d9%84%d9%85%d9%88%d8%ac%d9%88%d8%b1%d9%88%d9%81-%d8%b3%d9%85%d9%8a%d8%b1%d9%86%d9%88%d9%81-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/"},"modified":"2023-07-28T02:15:25","modified_gmt":"2023-07-28T02:15:25","slug":"%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d9%83%d9%88%d9%84%d9%85%d9%88%d8%ac%d9%88%d8%b1%d9%88%d9%81-%d8%b3%d9%85%d9%8a%d8%b1%d9%86%d9%88%d9%81-%d8%a8%d9%8a%d8%ab%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d8%ae%d8%aa%d8%a8%d8%a7%d8%b1-%d9%83%d9%88%d9%84%d9%85%d9%88%d8%ac%d9%88%d8%b1%d9%88%d9%81-%d8%b3%d9%85%d9%8a%d8%b1%d9%86%d9%88%d9%81-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 kolmogorov-smirnov \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"

<\/p>\n

\n

\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641<\/strong> \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u062a\u0623\u062a\u064a \u0645\u0646 \u062a\u0648\u0632\u064a\u0639 \u0645\u0639\u064a\u0646 \u0623\u0645 \u0644\u0627.<\/span><\/p>\n

\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 scipy.stats.kstest ()<\/a> \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0623\u0648 scipy.stats.ks_2samp ()<\/a> \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u062a\u064a\u0646.<\/span><\/p>\n

\u064a\u0648\u0636\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062b\u0627\u0644\u0627\u064b \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0648\u0638\u064a\u0641\u0629 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n

\u0645\u062b\u0627\u0644 1: \u0639\u064a\u0646\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641<\/strong><\/span><\/h3>\n

\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n

 from<\/span> numpy.random import<\/span> seed\nfrom<\/span> numpy.random import<\/span> fish\n\n#set seed (eg make this example reproducible)<\/span>\nseed(0)\n\n#generate dataset of 100 values that follows a Poisson distribution with mean=5\n<\/span>data = fish(5, 100)<\/strong><\/pre>\n
 \u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0645\u0643\u0648\u0646\u0629 \u0645\u0646 100 \u0642\u064a\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u0623\u062a\u064a \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a:<\/span><\/p>\n
 from<\/span> scipy.stats import<\/span> kstest\n\n#perform Kolmogorov-Smirnov test<\/span>\nkstest(data, ' norm<\/span> ')\n\nKstestResult(statistic=0.9072498680518208, pvalue=1.0908062873170218e-103)\n<\/strong><\/pre>\n
 \u0645\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0647\u064a 0.9072<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 1.0908e-103<\/strong> . \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 p \u0623\u0642\u0644 \u0645\u0646 0.05\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0631\u0641\u0636 \u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0639\u062f\u0645. \u0644\u062f\u064a\u0646\u0627 \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u0623\u062f\u0644\u0629 \u0644\u0646\u0642\u0648\u0644 \u0623\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u0644\u0627 \u062a\u0623\u062a\u064a \u0645\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/span><\/p>\n
 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0645\u0641\u0627\u062c\u0626\u0629 \u0623\u064a\u0636\u064b\u0627 \u0644\u0623\u0646\u0646\u0627 \u0623\u0646\u0634\u0623\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 Poisson()<\/strong> \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0648\u0644\u062f \u0642\u064a\u0645\u064b\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062a\u062a\u0628\u0639 \u062a\u0648\u0632\u064a\u0639 Poisson<\/a> .<\/span><\/p>\n
 \u0645\u062b\u0627\u0644 2: \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641 \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u0639\u064a\u0646\u062a\u064a\u0646<\/strong><\/span><\/h3>\n
 \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u062a\u064a\u0646 \u0627\u0644\u062a\u0627\u0644\u064a\u062a\u064a\u0646:<\/span><\/p>\n
 from<\/span> numpy.random import<\/span> seed\nfrom<\/span> numpy.random import<\/span> randn\nfrom<\/span> numpy.random import<\/span> lognormal\n\n#set seed (eg make this example reproducible)<\/span>\nseed(0)\n\n#generate two datasets\n<\/span>data1 = randn(100)\ndata2 = lognormal(3, 1, 100)<\/strong><\/pre>\n
 \u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0639\u0644\u0649 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u0639\u064a\u0646\u062a\u064a\u0646 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u0627 \u064a\u0646\u062a\u0645\u064a\u0627\u0646 \u0625\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u062a\u0648\u0632\u064a\u0639:<\/span><\/p>\n
 from<\/span> scipy.stats import<\/span> ks_2samp\n\n#perform Kolmogorov-Smirnov test<\/span>\nks_2samp(data1, data2)\n\nKstestResult(statistic=0.99, pvalue=4.417521386399011e-57)\n<\/strong><\/pre>\n
 \u0645\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0647\u064a 0.99<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 4.4175e-57<\/strong> . \u0648\u0628\u0645\u0627 \u0623\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 p \u0623\u0642\u0644 \u0645\u0646 0.05\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0631\u0641\u0636 \u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0639\u062f\u0645. \u0644\u062f\u064a\u0646\u0627 \u0645\u0627 \u064a\u0643\u0641\u064a \u0645\u0646 \u0627\u0644\u0623\u062f\u0644\u0629 \u0644\u0646\u0642\u0648\u0644 \u0623\u0646 \u0645\u062c\u0645\u0648\u0639\u062a\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u062a\u064a\u0646 \u0644\u064a\u0633\u062a\u0627 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u062a\u0648\u0632\u064a\u0639.<\/span><\/p>\n
 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0645\u0641\u0627\u062c\u0626\u0629 \u0623\u064a\u0636\u064b\u0627 \u0644\u0623\u0646\u0646\u0627 \u0623\u0646\u0634\u0623\u0646\u0627 \u0642\u064a\u0645\u064b\u0627 \u0644\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0648\u0642\u064a\u0645\u064b\u0627 \u0644\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0644\u0648\u063a\u0627\u0631\u064a\u062a\u0645\u064a \u0627\u0644\u0637\u0628\u064a\u0639\u064a.<\/span><\/p>\n
 \u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h3>\n
 \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0634\u0627\u0628\u064a\u0631\u0648 \u0648\u064a\u0644\u0643 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a>
 \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u0646\u062f\u0631\u0633\u0648\u0646-\u062f\u0627\u0631\u0644\u0646\u062c \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641 \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u062a\u0623\u062a\u064a \u0645\u0646 \u062a\u0648\u0632\u064a\u0639 \u0645\u0639\u064a\u0646 \u0623\u0645 \u0644\u0627. \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 scipy.stats.kstest () \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629 \u0623\u0648 scipy.stats.ks_2samp () \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0639\u064a\u0646\u062a\u064a\u0646. \u064a\u0648\u0636\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062b\u0627\u0644\u0627\u064b \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0648\u0638\u064a\u0641\u0629 \u0639\u0645\u0644\u064a\u064b\u0627. \u0645\u062b\u0627\u0644 1: \u0639\u064a\u0646\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641 \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629: from numpy.random import […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"yoast_head":"\n\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 - \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621<\/title>\n<meta name=\"description\" content=\"\u0634\u0631\u062d \u0645\u0628\u0633\u0637 \u0644\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0641\u064a \u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u062a\u0636\u0645\u0646\u0627 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ar\/\u0627\u062e\u062a\u0628\u0627\u0631-\u0643\u0648\u0644\u0645\u0648\u062c\u0648\u0631\u0648\u0641-\u0633\u0645\u064a\u0631\u0646\u0648\u0641-\u0628\u064a\u062b\u0648\u0646\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 Kolmogorov-Smirnov \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 - 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